Expert guide for automated and manual Web Accessibility (a11y) testing — axe-core, Pa11y, Playwright a11y, screen reader testing, and WCAG 2.2 Level AA/AAA compliance / Panduan ahli pengujian aksesibilitas web.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
Empowers the agent to autonomously run tests, read terminal stack traces, and self-heal code until tests pass. Transforms the agent from a passive coder to an active CI pipeline debugger.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
설치하기 전에 에이전트에게 전달되는 지시 내용을 확인할 수 있습니다.
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Transforms the AI agent from a passive code generator into an active, autonomous Test-Driven Development (TDD) engineer. When invoked, the agent is mandated to execute tests, parse terminal stack traces, analyze failing assertions, and autonomously modify code in an iterative self-healing loop until all tests pass (exit code 0)—without prompting the user to manually run commands or debug errors.
zero-to-prod-orchestrator.legacy-code-translator.┌────────────────────────────────────────────────────────┐
│ 1. EXECUTE TEST RUNNER │
│ Run `vitest run`, `cargo test`, `pytest`, or `go test`│
└───────────────────────────┬────────────────────────────┘
│
▼
┌────────────────────────────────────────────────────────┐
│ 2. PARSE STACK TRACE & FILTER NOISE │
│ Extract failing file, line number, expected vs actual│
└───────────────────────────┬────────────────────────────┘
│
▼
┌────────────────────────────────────────────────────────┐
│ 3. AST BLAST-RADIUS CHECK │
│ Locate caller functions; isolate logic from tests │
└───────────────────────────┬────────────────────────────┘
│
▼
┌────────────────────────────────────────────────────────┐
│ 4. APPLY PRECISION PATCH │
│ Fix production implementation; NEVER mock fakes │
└───────────────────────────┬────────────────────────────┘
│
▼
┌────────────────────────────────────────────────────────┐
│ 5. RE-RUN & VERIFY (Max 5 Iterations) │
│ Exit Code 0? ──► [YES] Complete & Report Artifact │
│ └──► [NO] Loop back to Step 2 │
└────────────────────────────────────────────────────────┘
// scripts/tdd-runner.mjs
import { execSync } from 'node:child_process';
import path from 'node:path';
export function runTDDLoop(testPattern = '', maxAttempts = 5): boolean {
console.log(`[TDD-Debugger] Starting autonomous test cycle (Limit: ${maxAttempts} attempts)...`);
for (let attempt = 1; attempt <= maxAttempts; attempt++) {
console.log(`\n--- Attempt ${attempt} of ${maxAttempts} ---`);
try {
const output = execSync(`npx vitest run ${testPattern} --reporter=verbose`, {
encoding: 'utf8',
stdio: 'pipe',
});
console.log('✅ All tests passed successfully!');
return true;
} catch (err: any) {
const stdout = err.stdout?.toString() || '';
const stderr = err.stderr?.toString() || '';
const combined = stdout + '\n' + stderr;
// Extract failing test location
const frameMatch = combined.match(/(?:FAIL|Error:)\s+(.*?):(\d+):(\d+)/) ||
combined.match(/at\s+(.*?):(\d+):(\d+)/);
if (frameMatch) {
const [, file, line] = frameMatch;
console.warn(`[TDD-Debugger] Failure detected at ${path.basename(file)}:${line}`);
} else {
console.warn('[TDD-Debugger] Test failure detected. Analyzing raw output...');
}
if (attempt === maxAttempts) {
console.error('❌ Reached maximum self-healing attempts. Circuit breaker tripped.');
return false;
}
}
}
return false;
}
run_command—execute it directly in the terminal, read stdout/stderr, and iterate until green.test.skip) to fake a passing suite.expect(true).toBe(true)).e2e-testing-expert: Provides Playwright and Vitest configuration and fixture best practices.anti-slop: Enforces strict code quality, zero placeholders, and non-trivial assertions during fixes.error-resilience-expert: Guides the choice of resilient recovery patterns (retries, timeouts, fallbacks).session-memory-manager: Keeps track of failing symbols and modifications in CHECKPOINT.md.<a name="bahasa-indonesia"></a>
Terhubung dan mengorkestrasi skill domain yang relevan seperti e2e-testing-expert, anti-slop, error-resilience-expert, dan session-memory-manager untuk memastikan eksekusi yang kohesif.
Mengubah agen AI dari sekadar pembuat kode pasif menjadi insinyur Test-Driven Development (TDD) yang aktif dan mandiri. Saat diaktifkan, agen diwajibkan menjalankan pengujian otomatis, mem-parsing stack trace di terminal, menganalisis kegagalan asersi, dan memodifikasi kode secara otonom dalam siklus perbaikan (self-healing loop) berulang hingga seluruh pengujian lulus (exit code 0)—tanpa meminta pengguna untuk melakukan pengujian manual.
zero-to-prod-orchestrator.legacy-code-translator.1. JALANKAN TEST RUNNER (via run_command)
npx vitest run, cargo test, pytest, atau go test
│
▼
2. FILTER STACK TRACE & NOISE TERMINAL
Ekstrak file yang gagal, nomor baris, nilai aktual vs ekspektasi
│
▼
3. ANALISIS RADIUS DAMPAK (AST CHECK)
Cari fungsi implementasi terkait; pisahkan logika dari file test
│
▼
4. TERAPKAN PERBAIKAN PRESISI
Perbaiki implementasi di kode produksi; DILARANG membuat mock palsu
│
▼
5. VERIFIKASI ULANG (Maksimal 5 Iterasi)
Exit code 0? ──► [YA] Selesai & Laporkan ke pengguna
└──► [TIDAK] Ulangi ke Langkah 2
run_command untuk menjalankannya sendiri, membaca output terminal, dan memperbaikinya.test.skip) demi memalsukan exit code 0.expect(true).toBe(true)).e2e-testing-expert: Menyediakan konfigurasi dan test runner Playwright/Vitest.anti-slop: Menegakkan asersi pengujian yang nyata dan bebas dari placeholder.error-resilience-expert: Memberikan panduan pola perbaikan error yang andal.session-memory-manager: Mencatat file yang diperbaiki ke CHECKPOINT.md.아직 리뷰가 없습니다. 사용해 본 소감을 남겨 주세요.
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Expert guide for automated and manual Web Accessibility (a11y) testing — axe-core, Pa11y, Playwright a11y, screen reader testing, and WCAG 2.2 Level AA/AAA compliance / Panduan ahli pengujian aksesibilitas web.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
Expert guide for intelligent model cascading and routing — complexity-scored task routing from Flash/Haiku to Sonnet/Opus/Astra, dynamic escalation with quality gates, 40-60% token cost reduction while maintaining output quality / Panduan ahli untuk kaskade dan routing model cerdas — routing tugas berbasis skor kompleksitas dari Flash/Haiku ke Sonnet/Opus/Astra, eskalasi dinamis dengan gerbang kualitas, pengurangan biaya token 40-60% dengan kualitas output terjaga.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
Expert guide for Affective Computing, emotional AI, and real-time sentiment analysis through native multimodal tokens (voice intonation and facial micro-expressions) / Panduan ahli komputasi afektif, AI emosional, dan analisis sentimen real-time melalui token multimodal native.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
Expert guide for AI-assisted coding workflows — agentic code generation, multi-agent code swarms, self-healing CI/CD, automated PR review, spec-to-code pipelines, codebase knowledge graphs, and human-in-the-loop approval gates / Panduan ahli untuk workflow pengkodean berbasis AI — generasi kode agentic, code swarm multi-agen, CI/CD self-healing, review PR otomatis, pipeline spec-to-code, knowledge graph codebase, dan gate persetujuan human-in-the-loop.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
Expert guide for autonomous Machine-to-Machine (M2M) agent settlement, dual-rail fiat & stablecoin micro-clearing, dynamic budget envelopes, and cryptographic agent invoicing / Panduan ahli settlement otonom antar-agen (M2M), kliring mikro dual-rail fiat & stablecoin, pagu anggaran dinamis, dan penagihan agen kriptografis.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
Expert guide for long-term episodic memory integration (Mem0 v2, Letta/MemGPT, Zep v2), memory tier architecture, pgvector HNSW storage, and unified context management for autonomous AI agents / Panduan ahli untuk integrasi memori episodik jangka panjang (Mem0 v2, Letta/MemGPT, Zep v2), arsitektur tier memori, penyimpanan pgvector HNSW, dan manajemen konteks terpadu untuk agen AI otonom.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.